Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	129978
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	231
Duplicate rows (%)	0.2%
Total size in memory	11.9 MiB
Average record size in memory	96.0 B

Variable types

Numeric	11
Categorical	1

Alerts

Dataset has 231 (0.2%) duplicate rows	Duplicates
`dropped_frames_mean` is highly correlated with `dropped_frames_max`	High correlation
`dropped_frames_max` is highly correlated with `dropped_frames_mean`	High correlation
`bitrate_mean` is highly correlated with `y`	High correlation
`y` is highly correlated with `bitrate_mean`	High correlation
`dropped_frames_mean` is highly correlated with `dropped_frames_max`	High correlation
`dropped_frames_max` is highly correlated with `dropped_frames_mean`	High correlation
`bitrate_mean` is highly correlated with `y`	High correlation
`y` is highly correlated with `bitrate_mean`	High correlation
`dropped_frames_mean` is highly correlated with `dropped_frames_max`	High correlation
`dropped_frames_max` is highly correlated with `dropped_frames_mean`	High correlation
`rtt_mean` is highly correlated with `y`	High correlation
`dropped_frames_mean` is highly correlated with `dropped_frames_std` and 2 other fields	High correlation
`dropped_frames_std` is highly correlated with `dropped_frames_mean` and 1 other fields	High correlation
`dropped_frames_max` is highly correlated with `dropped_frames_mean` and 1 other fields	High correlation
`bitrate_mean` is highly correlated with `bitrate_std` and 1 other fields	High correlation
`bitrate_std` is highly correlated with `bitrate_mean`	High correlation
`packet_loss_rate` is highly correlated with `dropped_frames_mean` and 1 other fields	High correlation
`packet_loss_std` is highly correlated with `packet_loss_rate`	High correlation
`y` is highly correlated with `rtt_mean` and 1 other fields	High correlation
`fps_std` has 19684 (15.1%) zeros	Zeros
`rtt_std` has 3445 (2.7%) zeros	Zeros
`dropped_frames_std` has 113278 (87.2%) zeros	Zeros
`bitrate_std` has 1557 (1.2%) zeros	Zeros
`packet_loss_std` has 74872 (57.6%) zeros	Zeros

Reproduction

Analysis started	2022-11-08 19:21:19.850959
Analysis finished	2022-11-08 19:21:33.361009
Duration	13.51 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

fps_mean
Real number (ℝ_≥0)

Distinct	49723
Distinct (%)	38.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5622421125

Minimum	1.23455266 × 10^-5
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	1.23455266 × 10^-5
5-th percentile	0.2917847025
Q1	0.4775363961
median	0.5507607132
Q3	0.6581307569
95-th percentile	0.8571515301
Maximum	1
Range	0.9999876545
Interquartile range (IQR)	0.1805943608

Descriptive statistics

Standard deviation	0.1642507189
Coefficient of variation (CV)	0.2921352123
Kurtosis	0.7158894519
Mean	0.5622421125
Median Absolute Deviation (MAD)	0.08780190174
Skewness	0.09041120381
Sum	73079.1053
Variance	0.02697829866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1712	1.3%
0.5001249688	1382	1.1%
0.5002498751	1350	1.0%
0.6667777408	1024	0.8%
0.600079984	861	0.7%
0.5556049328	843	0.6%
0.5000833194	715	0.6%
0.5714897872	686	0.5%
0.5000624922	623	0.5%
0.545495864	481	0.4%
Other values (49713)	120301	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.23455266 × 10^-5	1	< 0.1%
1.282034846 × 10^-5	1	< 0.1%
1.388869599 × 10^-5	1	< 0.1%
1.449254359 × 10^-5	2	< 0.1%
1.470566609 × 10^-5	8	< 0.1%
1.562475586 × 10^-5	3	< 0.1%
1.587276392 × 10^-5	4	< 0.1%
1.612877212 × 10^-5	4	< 0.1%
1.694886527 × 10^-5	3	< 0.1%
1.724108205 × 10^-5	4	< 0.1%

Value	Count	Frequency (%)
1	1712	1.3%
0.9992690187	1	< 0.1%
0.9991645928	1	< 0.1%
0.9990530518	1	< 0.1%
0.9989842477	1	< 0.1%
0.9989389594	4	< 0.1%
0.9988426247	2	< 0.1%
0.9987873822	1	< 0.1%
0.9986382886	10	< 0.1%
0.998630882	1	< 0.1%

fps_std
Real number (ℝ_≥0)

ZEROS

Distinct	68797
Distinct (%)	52.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08146167738

Minimum	0
Maximum	0.5102436748
Zeros	19684
Zeros (%)	15.1%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02269595484
median	0.06797855323
Q3	0.1247916282
95-th percentile	0.2148966625
Maximum	0.5102436748
Range	0.5102436748
Interquartile range (IQR)	0.1020956734

Descriptive statistics

Standard deviation	0.07094999995
Coefficient of variation (CV)	0.870961687
Kurtosis	0.914718859
Mean	0.08146167738
Median Absolute Deviation (MAD)	0.04924863816
Skewness	0.9858631627
Sum	10588.2259
Variance	0.005033902493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19684	15.1%
0.04081666571	400	0.3%
0.02041037349	366	0.3%
0.1020110671	341	0.3%
0.05101828174	328	0.3%
0.0340150217	313	0.2%
0.02915642697	300	0.2%
0.06801870884	269	0.2%
0.02551232911	259	0.2%
0.01570064958	218	0.2%
Other values (68787)	107500	82.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19684	15.1%
2.777152969 × 10^-5	1	< 0.1%
0.0001032317451	1	< 0.1%
0.000120227668	1	< 0.1%
0.0002316323486	3	< 0.1%
0.0002372350397	3	< 0.1%
0.0002603072651	1	< 0.1%
0.0003203772217	2	< 0.1%
0.0003833589151	1	< 0.1%
0.0004139620709	2	< 0.1%

Value	Count	Frequency (%)
0.5102436748	1	< 0.1%
0.5084689088	2	< 0.1%
0.5065859669	1	< 0.1%
0.5031070481	2	< 0.1%
0.5031070481	1	< 0.1%
0.5003112717	1	< 0.1%
0.495963648	1	< 0.1%
0.4940413137	1	< 0.1%
0.4932173608	1	< 0.1%
0.4891407352	1	< 0.1%

rtt_mean
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	77381
Distinct (%)	59.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2193421264

Minimum	1.391981989 × 10^-7
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	1.391981989 × 10^-7
5-th percentile	0.01988621357
Q1	0.08891946182
median	0.1878190204
Q3	0.3152932073
95-th percentile	0.5243054913
Maximum	1
Range	0.9999998608
Interquartile range (IQR)	0.2263737455

Descriptive statistics

Standard deviation	0.1625906117
Coefficient of variation (CV)	0.7412648647
Kurtosis	0.8900741795
Mean	0.2193421264
Median Absolute Deviation (MAD)	0.1093294552
Skewness	0.9712756904
Sum	28509.65091
Variance	0.026435707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1668055324	146	0.1%
0.2501874531	142	0.1%
0.0003332222592	122	0.1%
0.2710155794	96	0.1%
0.3474397423	94	0.1%
0.2606015163	89	0.1%
0.4307453071	88	0.1%
0.3752082639	88	0.1%
0.2814296426	86	0.1%
0.23977339	85	0.1%
Other values (77371)	128942	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.391981989 × 10^-7	3	< 0.1%
1.693766651 × 10^-7	1	< 0.1%
1.983732993 × 10^-7	2	< 0.1%
2.059731811 × 10^-7	1	< 0.1%
2.242151964 × 10^-7	1	< 0.1%
2.352940623 × 10^-7	1	< 0.1%
2.378686399 × 10^-7	4	< 0.1%
2.409057478 × 10^-7	11	< 0.1%
2.818488495 × 10^-7	9	< 0.1%
3.079764989 × 10^-7	6	< 0.1%

Value	Count	Frequency (%)
1	12	< 0.1%
0.9892157497	4	< 0.1%
0.9887255565	3	< 0.1%
0.9884804599	6	< 0.1%
0.9882353633	2	< 0.1%
0.9879902667	2	< 0.1%
0.9860465765	19	< 0.1%
0.9705885236	1	< 0.1%
0.9652779586	1	< 0.1%
0.9650609459	1	< 0.1%

rtt_std
Real number (ℝ_≥0)

ZEROS

Distinct	95702
Distinct (%)	73.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08500083073

Minimum	0
Maximum	0.5084689088
Zeros	3445
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.003480862324
Q1	0.02823232841
median	0.07057364112
Q3	0.1286033413
95-th percentile	0.2120806493
Maximum	0.5084689088
Range	0.5084689088
Interquartile range (IQR)	0.1003710129

Descriptive statistics

Standard deviation	0.0680208361
Coefficient of variation (CV)	0.8002373097
Kurtosis	0.4993914215
Mean	0.08500083073
Median Absolute Deviation (MAD)	0.04747528565
Skewness	0.8957362395
Sum	11048.23798
Variance	0.004626834144
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3445	2.7%
0.05101828174	82	0.1%
0.07056482162	74	0.1%
0.1547169682	71	0.1%
0.06801870884	70	0.1%
0.1604609838	67	0.1%
0.08443688137	67	0.1%
0.1160473935	63	< 0.1%
0.1176224687	62	< 0.1%
0.116695076	62	< 0.1%
Other values (95692)	125915	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3445	2.7%
0.0001857360869	1	< 0.1%
0.0002027050075	2	< 0.1%
0.0002117184753	1	< 0.1%
0.0002400989572	1	< 0.1%
0.0002422837081	1	< 0.1%
0.0002444390937	1	< 0.1%
0.0002477231766	2	< 0.1%
0.0002603920885	1	< 0.1%
0.0002683199672	1	< 0.1%

Value	Count	Frequency (%)
0.5084689088	2	< 0.1%
0.5084689088	1	< 0.1%
0.5031070481	1	< 0.1%
0.4999072676	1	< 0.1%
0.4988012028	1	< 0.1%
0.4983516562	1	< 0.1%
0.4940413137	1	< 0.1%
0.4923321421	1	< 0.1%
0.4887687516	1	< 0.1%
0.4840165071	1	< 0.1%

dropped_frames_mean
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	9692
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3395165027

Minimum	2.976181619 × 10^-6
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	2.976181619 × 10^-6
5-th percentile	3.999840006 × 10^-5
Q1	0.000999000999
median	0.01818181818
Q3	1
95-th percentile	1
Maximum	1
Range	0.9999970238
Interquartile range (IQR)	0.999000999

Descriptive statistics

Standard deviation	0.4603844533
Coefficient of variation (CV)	1.356000223
Kurtosis	-1.455718471
Mean	0.3395165027
Median Absolute Deviation (MAD)	0.0181342014
Skewness	0.7230659926
Sum	44129.67598
Variance	0.2119538448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	42173	32.4%
0.000999000999	5310	4.1%
0.0001666388935	1766	1.4%
7.691716022 × 10^-5	1638	1.3%
0.000199960008	1286	1.0%
7.142346975 × 10^-5	1253	1.0%
0.0001428367376	1249	1.0%
8.332638947 × 10^-5	1230	0.9%
0.0001110987668	1227	0.9%
0.0002499375156	1212	0.9%
Other values (9682)	71634	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.976181619 × 10^-6	24	< 0.1%
6.024060096 × 10^-6	8	< 0.1%
6.097523796 × 10^-6	18	< 0.1%
6.134931688 × 10^-6	32	< 0.1%
7.092148283 × 10^-6	6	< 0.1%
7.692248521 × 10^-6	67	0.1%
8.403290729 × 10^-6	10	< 0.1%
8.546935496 × 10^-6	23	< 0.1%
8.62061534 × 10^-6	30	< 0.1%
8.69557656 × 10^-6	4	< 0.1%

Value	Count	Frequency (%)
1	42173	32.4%
0.9927537807	1	< 0.1%
0.9839755916	1	< 0.1%
0.9608438453	1	< 0.1%
0.9583345588	1	< 0.1%
0.9531257324	3	< 0.1%
0.9433972944	1	< 0.1%
0.9423088018	5	< 0.1%
0.9131014668	1	< 0.1%
0.8907059689	1	< 0.1%

dropped_frames_std
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	8970
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0153027999

Minimum	0
Maximum	0.5107428154
Zeros	113278
Zeros (%)	87.2%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.1801011323
Maximum	0.5107428154
Range	0.5107428154
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.05717969185
Coefficient of variation (CV)	3.736550974
Kurtosis	18.62567572
Mean	0.0153027999
Median Absolute Deviation (MAD)	0
Skewness	4.248593144
Sum	1989.027325
Variance	0.00326951716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	113278	87.2%
0.203920225	54	< 0.1%
0.01301487857	52	< 0.1%
0.01100650178	42	< 0.1%
0.01246064776	42	< 0.1%
0.009356518063	41	< 0.1%
0.01167257381	39	< 0.1%
0.01049204163	35	< 0.1%
0.01067342267	34	< 0.1%
0.01252294537	34	< 0.1%
Other values (8960)	16327	12.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	113278	87.2%
0.001252287687	1	< 0.1%
0.001406750618	1	< 0.1%
0.001715314537	1	< 0.1%
0.002161871125	2	< 0.1%
0.002410517925	2	< 0.1%
0.002583817233	1	< 0.1%
0.002810156325	3	< 0.1%
0.002812031277	1	< 0.1%
0.002825769062	6	< 0.1%

Value	Count	Frequency (%)
0.5107428154	1	< 0.1%
0.5107425686	1	< 0.1%
0.5098901558	1	< 0.1%
0.5088420886	1	< 0.1%
0.5086041006	1	< 0.1%
0.5036299373	1	< 0.1%
0.5027255249	1	< 0.1%
0.5026787211	1	< 0.1%
0.5026787211	1	< 0.1%
0.5019597972	1	< 0.1%

dropped_frames_max
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3512
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3939412929

Minimum	2.976181619 × 10^-6
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	2.976181619 × 10^-6
5-th percentile	3.999840006 × 10^-5
Q1	0.000999000999
median	0.03710730914
Q3	1
95-th percentile	1
Maximum	1
Range	0.9999970238
Interquartile range (IQR)	0.999000999

Descriptive statistics

Standard deviation	0.4710051326
Coefficient of variation (CV)	1.19562265
Kurtosis	-1.74658186
Mean	0.3939412929
Median Absolute Deviation (MAD)	0.03705731164
Skewness	0.4677616733
Sum	51203.70137
Variance	0.221845835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	46016	35.4%
0.000999000999	5310	4.1%
0.0001666388935	1766	1.4%
7.691716022 × 10^-5	1638	1.3%
0.000199960008	1286	1.0%
7.142346975 × 10^-5	1253	1.0%
0.0001428367376	1249	1.0%
8.332638947 × 10^-5	1230	0.9%
0.0001110987668	1227	0.9%
0.0002499375156	1212	0.9%
Other values (3502)	67791	52.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.976181619 × 10^-6	24	< 0.1%
6.024060096 × 10^-6	8	< 0.1%
6.097523796 × 10^-6	18	< 0.1%
6.134931688 × 10^-6	32	< 0.1%
7.092148283 × 10^-6	6	< 0.1%
7.692248521 × 10^-6	67	0.1%
8.403290729 × 10^-6	10	< 0.1%
8.546935496 × 10^-6	23	< 0.1%
8.62061534 × 10^-6	30	< 0.1%
8.69557656 × 10^-6	4	< 0.1%

Value	Count	Frequency (%)
1	46016	35.4%
0.9923077515	5	< 0.1%
0.9888890123	2	< 0.1%
0.9886364928	2	< 0.1%
0.9882354325	3	< 0.1%
0.9873419324	1	< 0.1%
0.9864866691	1	< 0.1%
0.986111304	4	< 0.1%
0.9857144898	1	< 0.1%
0.9852943339	3	< 0.1%

bitrate_mean
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	128047
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3972422314

Minimum	1.596525934 × 10^-8
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	1.596525934 × 10^-8
5-th percentile	0.04422010648
Q1	0.2676696599
median	0.4502050349
Q3	0.5335234602
95-th percentile	0.6219905501
Maximum	1
Range	0.999999984
Interquartile range (IQR)	0.2658538003

Descriptive statistics

Standard deviation	0.1813835187
Coefficient of variation (CV)	0.4566068368
Kurtosis	-0.5543713007
Mean	0.3972422314
Median Absolute Deviation (MAD)	0.1076966463
Skewness	-0.5649295249
Sum	51632.75075
Variance	0.03289998086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5910401644	59	< 0.1%
0.5756279465	56	< 0.1%
0.4788674831	56	< 0.1%
0.499819148	55	< 0.1%
0.511846001	54	< 0.1%
0.972820541	54	< 0.1%
0.5932552759	46	< 0.1%
0.5639202026	34	< 0.1%
0.549075706	34	< 0.1%
0.2934611062	34	< 0.1%
Other values (128037)	129496	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.596525934 × 10^-8	3	< 0.1%
2.315833299 × 10^-8	1	< 0.1%
2.516356253 × 10^-8	3	< 0.1%
4.232804054 × 10^-8	3	< 0.1%
4.458513333 × 10^-8	4	< 0.1%
4.470072662 × 10^-8	3	< 0.1%
4.594321208 × 10^-8	2	< 0.1%
4.594321208 × 10^-8	1	< 0.1%
5.029421866 × 10^-8	4	< 0.1%
5.265374617 × 10^-8	3	< 0.1%

Value	Count	Frequency (%)
1	5	< 0.1%
0.9961350535	1	< 0.1%
0.972820541	54	< 0.1%
0.9487529385	1	< 0.1%
0.9405023455	6	< 0.1%
0.9334413646	1	< 0.1%
0.9311907771	1	< 0.1%
0.9264724476	3	< 0.1%
0.9234336307	1	< 0.1%
0.9231558665	1	< 0.1%

bitrate_std
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	128135
Distinct (%)	98.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1127715903

Minimum	0
Maximum	0.4417078057
Zeros	1557
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.003140669589
Q1	0.06061048876
median	0.1090680973
Q3	0.1606068496
95-th percentile	0.2359203414
Maximum	0.4417078057
Range	0.4417078057
Interquartile range (IQR)	0.09999636084

Descriptive statistics

Standard deviation	0.07086043575
Coefficient of variation (CV)	0.6283536088
Kurtosis	-0.2400581777
Mean	0.1127715903
Median Absolute Deviation (MAD)	0.04995362614
Skewness	0.3742006228
Sum	14657.82577
Variance	0.005021201354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1557	1.2%
0.1337316735	12	< 0.1%
4.593243676 × 10^-5	7	< 0.1%
0.03617378468	7	< 0.1%
0.1021303576	6	< 0.1%
0.001270137503	6	< 0.1%
0.0004565439183	6	< 0.1%
0.1017751205	5	< 0.1%
0.0002924563663	5	< 0.1%
0.09668784017	5	< 0.1%
Other values (128125)	128362	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1557	1.2%
2.220304862 × 10^-5	1	< 0.1%
2.537910231 × 10^-5	1	< 0.1%
2.814839794 × 10^-5	1	< 0.1%
3.048749498 × 10^-5	1	< 0.1%
3.055513577 × 10^-5	1	< 0.1%
3.274563835 × 10^-5	1	< 0.1%
3.523634381 × 10^-5	1	< 0.1%
3.576511471 × 10^-5	1	< 0.1%
3.581499427 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.4417078057	1	< 0.1%
0.4363869949	1	< 0.1%
0.4323923318	1	< 0.1%
0.4312594385	1	< 0.1%
0.4252213422	1	< 0.1%
0.4214911953	1	< 0.1%
0.4199032166	1	< 0.1%
0.4186177683	1	< 0.1%
0.418295789	1	< 0.1%
0.4153685319	1	< 0.1%

packet_loss_rate
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	18999
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1779903221

Minimum	1.086944707 × 10^-5
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	1.086944707 × 10^-5
5-th percentile	0.0001428367376
Q1	0.000999000999
median	0.03170539845
Q3	0.1066352635
95-th percentile	1
Maximum	1
Range	0.9999891306
Interquartile range (IQR)	0.1056362625

Descriptive statistics

Standard deviation	0.3352875301
Coefficient of variation (CV)	1.883740228
Kurtosis	2.013685114
Mean	0.1779903221
Median Absolute Deviation (MAD)	0.03120564833
Skewness	1.953256994
Sum	23134.82609
Variance	0.1124177278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	17860	13.7%
0.000999000999	12527	9.6%
0.0004997501249	7706	5.9%
0.0003332222592	3880	3.0%
0.0002499375156	3069	2.4%
0.000199960008	2955	2.3%
0.0001666388935	1895	1.5%
0.04262404262	1683	1.3%
0.0001428367376	1484	1.1%
0.021322672	1075	0.8%
Other values (18989)	75844	58.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.086944707 × 10^-5	1	< 0.1%
1.098889023 × 10^-5	3	< 0.1%
1.298684433 × 10^-5	3	< 0.1%
1.333315556 × 10^-5	1	< 0.1%
1.369844249 × 10^-5	4	< 0.1%
1.408430867 × 10^-5	4	< 0.1%
1.428551021 × 10^-5	4	< 0.1%
1.470566609 × 10^-5	3	< 0.1%
1.562475586 × 10^-5	6	< 0.1%
1.587276392 × 10^-5	4	< 0.1%

Value	Count	Frequency (%)
1	17860	13.7%
0.9295784566	3	< 0.1%
0.9289916104	1	< 0.1%
0.8750044641	1	< 0.1%
0.842113573	3	< 0.1%
0.8172246592	1	< 0.1%
0.8133358222	1	< 0.1%
0.8116691777	1	< 0.1%
0.797780474	1	< 0.1%
0.7961138296	1	< 0.1%

packet_loss_std
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	24879
Distinct (%)	19.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05538746631

Minimum	0
Maximum	0.5054411049
Zeros	74872
Zeros (%)	57.6%
Negative	0
Negative (%)	0.0%
Memory size	1015.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.1019398953
95-th percentile	0.234539068
Maximum	0.5054411049
Range	0.5054411049
Interquartile range (IQR)	0.1019398953

Descriptive statistics

Standard deviation	0.0871489775
Coefficient of variation (CV)	1.573442212
Kurtosis	1.169749735
Mean	0.05538746631
Median Absolute Deviation (MAD)	0
Skewness	1.479209532
Sum	7199.152096
Variance	0.007594944279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	74872	57.6%
0.203920225	1333	1.0%
0.1020110671	1075	0.8%
0.06801870884	691	0.5%
0.2040221342	577	0.4%
0.05101828174	477	0.4%
0.04081666571	457	0.4%
0.2820478035	420	0.3%
0.1410943785	355	0.3%
0.203920225	350	0.3%
Other values (24869)	49371	38.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	74872	57.6%
0.001999369097	3	< 0.1%
0.002093727717	6	< 0.1%
0.00279342774	1	< 0.1%
0.002796182864	1	< 0.1%
0.002855324741	3	< 0.1%
0.002874947469	1	< 0.1%
0.002944518027	1	< 0.1%
0.002958278072	2	< 0.1%
0.002976937591	1	< 0.1%

Value	Count	Frequency (%)
0.5054411049	1	< 0.1%
0.5052752176	1	< 0.1%
0.5013131162	1	< 0.1%
0.5008200498	1	< 0.1%
0.4940413137	2	< 0.1%
0.4938697465	1	< 0.1%
0.4934502451	1	< 0.1%
0.4898060926	1	< 0.1%
0.4825633282	1	< 0.1%
0.48106235	1	< 0.1%

y
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1015.6 KiB

2.0	64950
0.0	36695
1.0	28333

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	389934
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
2.0	64950	50.0%
0.0	36695	28.2%
1.0	28333	21.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
2.0	64950	50.0%
0.0	36695	28.2%
1.0	28333	21.8%

Most occurring characters

Value	Count	Frequency (%)
0	166673	42.7%
.	129978	33.3%
2	64950	16.7%
1	28333	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	259956	66.7%
Other Punctuation	129978	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	166673	64.1%
2	64950	25.0%
1	28333	10.9%

Other Punctuation

Value	Count	Frequency (%)
.	129978	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	389934	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	166673	42.7%
.	129978	33.3%
2	64950	16.7%
1	28333	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	389934	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	166673	42.7%
.	129978	33.3%
2	64950	16.7%
1	28333	7.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	fps_mean	fps_std	rtt_mean	rtt_std	dropped_frames_mean	dropped_frames_max	bitrate_mean	bitrate_std	packet_loss_rate	packet_loss_std	y
0	0.170752	0.028768	0.728226	0.029578	0.001953	0.001953	0.286647	0.188834	0.006094	0.029156	1.0
1	0.187012	0.022361	0.764143	0.063652	0.001953	0.001953	0.377730	0.284369	0.002869	0.013354	1.0
2	0.199207	0.019914	0.773679	0.049010	0.001953	0.001953	0.502452	0.099908	0.041804	0.107214	1.0
3	0.195142	0.000000	0.781255	0.053953	0.001953	0.001953	0.542200	0.088715	0.035852	0.096510	1.0
4	0.175833	0.033718	0.769892	0.045113	0.001953	0.001953	0.530620	0.099141	0.053707	0.156541	1.0
5	0.162622	0.030230	0.773679	0.039352	0.001953	0.001953	0.531172	0.073866	0.006094	0.029156	1.0
6	0.191077	0.031073	0.751833	0.059293	0.001953	0.001953	0.495442	0.087891	0.044529	0.154450	1.0
7	0.192924	0.010400	0.758270	0.032555	0.001953	0.001953	0.519815	0.061845	0.000143	0.000000	1.0
8	0.197174	0.015947	0.755687	0.027016	0.001953	0.001953	0.529620	0.043927	0.000143	0.000000	1.0
9	0.187012	0.034988	0.751900	0.021104	0.001953	0.001953	0.534094	0.077395	0.029900	0.118979	1.0

Last rows

	fps_mean	fps_std	rtt_mean	rtt_std	dropped_frames_mean	dropped_frames_std	dropped_frames_max	bitrate_mean	bitrate_std	packet_loss_rate	packet_loss_std
129968	0.533364	0.052009	0.408210	0.060854	0.000067	0.000000	0.000067	0.033132	0.004194	0.074471	0.237800
129969	0.566696	0.096302	0.420326	0.054355	0.000067	0.000000	0.000067	0.068335	0.163212	0.130784	0.264518
129970	0.523242	0.132969	0.486187	0.138871	0.002786	0.009212	0.032694	0.092329	0.198646	0.020903	0.077326
129971	0.619470	0.091104	0.380977	0.070722	0.000067	0.000000	0.000067	0.037656	0.004968	0.002817	0.013451
129972	0.563918	0.096260	0.386165	0.101503	0.000067	0.000000	0.000067	0.074179	0.197218	0.032807	0.133171
129973	0.542191	0.056652	0.408887	0.143503	0.001426	0.006660	0.032694	0.072966	0.182634	0.014721	0.059276
129974	0.511638	0.115865	0.393325	0.163586	0.000067	0.000000	0.000067	0.033583	0.002795	0.000071	0.000000
129975	0.538920	0.174629	0.444226	0.159859	0.000067	0.000000	0.000067	0.056364	0.044711	0.052257	0.173867
129976	0.569967	0.055244	0.390381	0.074910	0.000067	0.000000	0.000067	0.072842	0.185360	0.080423	0.253889
129977	0.550030	0.056462	0.382782	0.059268	0.000067	0.000000	0.000067	0.034637	0.002945	0.038759	0.189530

Most frequently occurring

	fps_mean	rtt_mean	dropped_frames_mean	dropped_frames_max	bitrate_mean	packet_loss_rate	y	# duplicates
71	0.400040	0.108132	1.000000	1.000000	0.591040	0.040167	2.0	59
117	0.500125	0.312509	1.000000	1.000000	0.575628	1.000000	1.0	56
118	0.500125	0.666778	0.116803	0.116803	0.478867	0.184814	1.0	56
120	0.500250	0.000333	1.000000	1.000000	0.511846	0.000333	2.0	54
224	1.000000	0.000333	1.000000	1.000000	0.972821	0.402271	2.0	54
108	0.500042	0.227308	1.000000	1.000000	0.499819	0.111111	2.0	48
138	0.555605	0.644452	1.000000	1.000000	0.593255	0.200731	1.0	45
113	0.500125	0.072926	0.040954	0.040954	0.549076	0.038935	2.0	34
173	0.666704	0.027218	0.021341	0.021341	0.578016	0.000999	2.0	33
184	0.727298	0.582783	0.000167	0.000167	0.028813	1.000000	0.0	33

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring